{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "name": "climexp-timeseries.ipynb",
      "provenance": [],
      "include_colab_link": true
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "accelerator": "GPU"
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/lmoroney/tfbook/blob/master/chapter11/climexp_timeseries.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "zX4Kg8DUTKWO",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "#@title Licensed under the Apache License, Version 2.0 (the \"License\");\n",
        "# you may not use this file except in compliance with the License.\n",
        "# You may obtain a copy of the License at\n",
        "#\n",
        "# https://www.apache.org/licenses/LICENSE-2.0\n",
        "#\n",
        "# Unless required by applicable law or agreed to in writing, software\n",
        "# distributed under the License is distributed on an \"AS IS\" BASIS,\n",
        "# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.\n",
        "# See the License for the specific language governing permissions and\n",
        "# limitations under the License."
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "D1J15Vh_1Jih",
        "colab_type": "code",
        "cellView": "both",
        "colab": {}
      },
      "source": [
        "try:\n",
        "  # %tensorflow_version only exists in Colab.\n",
        "  %tensorflow_version 2.x\n",
        "except Exception:\n",
        "  pass\n"
      ],
      "execution_count": 1,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "BOjujz601HcS",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        },
        "outputId": "b060edf6-56fe-43c0-eb47-5e799a810751"
      },
      "source": [
        "import tensorflow as tf\n",
        "import numpy as np\n",
        "import matplotlib.pyplot as plt\n",
        "print(tf.__version__)"
      ],
      "execution_count": 2,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "2.2.0\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "12Ak2nahiFcO",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 204
        },
        "outputId": "b0548b73-eba1-4afa-dfa7-896caed4b321"
      },
      "source": [
        "!wget --no-check-certificate \\\n",
        "    https://storage.googleapis.com/learning-datasets/tdaily_cet.dat.txt \\\n",
        "    -O /tmp/tdaily_cet.dat.txt"
      ],
      "execution_count": 3,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "--2020-07-11 13:16:56--  https://storage.googleapis.com/learning-datasets/tdaily_cet.dat.txt\n",
            "Resolving storage.googleapis.com (storage.googleapis.com)... 74.125.20.128, 74.125.142.128, 74.125.195.128, ...\n",
            "Connecting to storage.googleapis.com (storage.googleapis.com)|74.125.20.128|:443... connected.\n",
            "HTTP request sent, awaiting response... 200 OK\n",
            "Length: 1728976 (1.6M) [text/plain]\n",
            "Saving to: ‘/tmp/tdaily_cet.dat.txt’\n",
            "\n",
            "\r/tmp/tdaily_cet.dat   0%[                    ]       0  --.-KB/s               \r/tmp/tdaily_cet.dat 100%[===================>]   1.65M  --.-KB/s    in 0.02s   \n",
            "\n",
            "2020-07-11 13:16:57 (76.0 MB/s) - ‘/tmp/tdaily_cet.dat.txt’ saved [1728976/1728976]\n",
            "\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "MZigDIolhmDS",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "def get_data():\n",
        "    data_file = \"/tmp/tdaily_cet.dat.txt\"\n",
        "    f = open(data_file)\n",
        "    data = f.read()\n",
        "    f.close()\n",
        "    lines = data.split('\\n')\n",
        "    temperatures=[]\n",
        "    for line in lines:\n",
        "        if line:\n",
        "            linedata = line.split(' ')\n",
        "            temperatures.append(float(linedata[1]))\n",
        "\n",
        "    series = np.asarray(temperatures)\n",
        "    time = np.arange(len(temperatures), dtype=\"float32\")\n",
        "    return time, series\n",
        "\n"
      ],
      "execution_count": 4,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab_type": "code",
        "id": "Zswl7jRtGzkk",
        "colab": {}
      },
      "source": [
        "def plot_series(time, series, format=\"-\", start=0, end=None):\n",
        "    plt.plot(time[start:end], series[start:end], format)\n",
        "    plt.xlabel(\"Time\")\n",
        "    plt.ylabel(\"Value\")\n",
        "    plt.grid(True)\n"
      ],
      "execution_count": 5,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "kTN-110AhvbN",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "time, series = get_data()\n",
        "mean = series.mean(axis=0)\n",
        "series-=mean\n",
        "std = series.std(axis=0)\n",
        "series/=std\n",
        "split_time = 80000\n",
        "time_train = time[:split_time]\n",
        "x_train = series[:split_time]\n",
        "time_valid = time[split_time:]\n",
        "x_valid = series[split_time:]"
      ],
      "execution_count": 6,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab_type": "code",
        "id": "qR-PmG-RMAX9",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 388
        },
        "outputId": "f16f52f4-5129-4e7b-ed11-d3959ea5ae33"
      },
      "source": [
        "plt.figure(figsize=(10, 6))\n",
        "plot_series(time_valid, x_valid)"
      ],
      "execution_count": 7,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 720x432 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "4sTTIOCbyShY",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "def windowed_dataset(series, window_size, batch_size, shuffle_buffer):\n",
        "  series = tf.expand_dims(series, axis=-1)\n",
        "  dataset = tf.data.Dataset.from_tensor_slices(series)\n",
        "  dataset = dataset.window(window_size + 1, shift=1, drop_remainder=True)\n",
        "  dataset = dataset.flat_map(lambda window: window.batch(window_size + 1))\n",
        "  dataset = dataset.shuffle(shuffle_buffer).map(lambda window: (window[:-1], window[-1]))\n",
        "  dataset = dataset.batch(batch_size).prefetch(1)\n",
        "  return dataset"
      ],
      "execution_count": 8,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "KrcN1prrw910",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 357
        },
        "outputId": "5c3968b4-197f-4705-9d78-6cc0f8ec3118"
      },
      "source": [
        "tf.keras.backend.clear_session()\n",
        "tf.random.set_seed(42)\n",
        "np.random.seed(42)\n",
        "\n",
        "window_size = 60\n",
        "batch_size = 120\n",
        "shuffle_buffer_size = 240\n",
        "\n",
        "dataset = windowed_dataset(x_train, window_size, batch_size, shuffle_buffer_size)\n",
        "valid_dataset = windowed_dataset(x_valid, window_size, batch_size, shuffle_buffer_size)\n",
        "\n",
        "model = tf.keras.models.Sequential([\n",
        "  tf.keras.layers.SimpleRNN(100, input_shape=[None, 1], return_sequences=True),\n",
        "  tf.keras.layers.SimpleRNN(100), \n",
        "  tf.keras.layers.Dense(1),\n",
        "])\n",
        "\n",
        "optimizer = tf.keras.optimizers.SGD(lr=1e-4, momentum=0.7)\n",
        "model.compile(loss=tf.keras.losses.Huber(), optimizer=optimizer, metrics=[\"mae\"])\n",
        "history = model.fit(dataset, epochs=10,  verbose=1, validation_data=valid_dataset)"
      ],
      "execution_count": 9,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Epoch 1/10\n",
            "667/667 [==============================] - 80s 120ms/step - loss: 0.1870 - mae: 0.4799 - val_loss: 0.0929 - val_mae: 0.3424\n",
            "Epoch 2/10\n",
            "667/667 [==============================] - 81s 121ms/step - loss: 0.0885 - mae: 0.3328 - val_loss: 0.0732 - val_mae: 0.3034\n",
            "Epoch 3/10\n",
            "667/667 [==============================] - 80s 121ms/step - loss: 0.0760 - mae: 0.3076 - val_loss: 0.0656 - val_mae: 0.2874\n",
            "Epoch 4/10\n",
            "667/667 [==============================] - 80s 120ms/step - loss: 0.0702 - mae: 0.2954 - val_loss: 0.0615 - val_mae: 0.2782\n",
            "Epoch 5/10\n",
            "667/667 [==============================] - 81s 121ms/step - loss: 0.0668 - mae: 0.2879 - val_loss: 0.0587 - val_mae: 0.2717\n",
            "Epoch 6/10\n",
            "667/667 [==============================] - 80s 120ms/step - loss: 0.0645 - mae: 0.2827 - val_loss: 0.0567 - val_mae: 0.2670\n",
            "Epoch 7/10\n",
            "667/667 [==============================] - 80s 120ms/step - loss: 0.0628 - mae: 0.2787 - val_loss: 0.0552 - val_mae: 0.2633\n",
            "Epoch 8/10\n",
            "667/667 [==============================] - 79s 119ms/step - loss: 0.0615 - mae: 0.2757 - val_loss: 0.0540 - val_mae: 0.2604\n",
            "Epoch 9/10\n",
            "667/667 [==============================] - 80s 120ms/step - loss: 0.0605 - mae: 0.2732 - val_loss: 0.0530 - val_mae: 0.2580\n",
            "Epoch 10/10\n",
            "667/667 [==============================] - 81s 121ms/step - loss: 0.0596 - mae: 0.2712 - val_loss: 0.0522 - val_mae: 0.2560\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab_type": "code",
        "id": "_eaAX9g_jS5W",
        "colab": {}
      },
      "source": [
        "def model_forecast(model, series, window_size):\n",
        "    series = tf.expand_dims(series, axis=-1) \n",
        "    ds = tf.data.Dataset.from_tensor_slices(series)\n",
        "    ds = ds.window(window_size, shift=1, drop_remainder=True)\n",
        "    ds = ds.flat_map(lambda w: w.batch(window_size))\n",
        "    ds = ds.batch(32).prefetch(1)\n",
        "    forecast = model.predict(ds)\n",
        "    return forecast"
      ],
      "execution_count": 10,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "MKkic-mLdkRZ",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "forecast = model_forecast(model, series[split_time - window_size: -1], window_size)[:,0]"
      ],
      "execution_count": 11,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "aa6tNADp5E12",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 759
        },
        "outputId": "1a130369-a4aa-4693-a346-4744290a52d1"
      },
      "source": [
        "plt.figure(figsize=(10,6))\n",
        "plot_series(time_valid, x_valid)\n",
        "plot_series(time_valid, forecast)\n",
        "plt.show()\n",
        "\n",
        "plt.figure(figsize=(10,6))\n",
        "plot_series(time_valid[-100:], x_valid[-100:])\n",
        "plot_series(time_valid[-100:], forecast[-100:])\n",
        "plt.show()\n"
      ],
      "execution_count": 12,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 720x432 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 720x432 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "-kT6j186YO6K",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        },
        "outputId": "55cf2188-2287-42c9-9dd4-7079a736888c"
      },
      "source": [
        "mae = tf.keras.metrics.mean_absolute_error(x_valid, forecast).numpy()\n",
        "print(mae)"
      ],
      "execution_count": 13,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "0.25617677\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "5uzk7BCljuW0",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 312
        },
        "outputId": "737ffc4d-907f-4c9a-c0c3-6042a05808b3"
      },
      "source": [
        "mae=history.history['mae']\n",
        "loss=history.history['loss']\n",
        "val_mae=history.history['val_mae']\n",
        "val_loss=history.history['val_loss']\n",
        "epochs=range(len(loss)) # Get number of epochs\n",
        "\n",
        "#------------------------------------------------\n",
        "# Plot MAE and Loss\n",
        "#------------------------------------------------\n",
        "#plt.plot(epochs, mae, 'r')\n",
        "plt.plot(epochs, loss, 'b')\n",
        "#plt.plot(epochs, val_mae, 'g')\n",
        "plt.plot(epochs, val_loss, 'k')\n",
        "plt.title('Training and Validation Loss')\n",
        "plt.xlabel(\"Epochs\")\n",
        "plt.ylabel(\"Accuracy\")\n",
        "plt.legend([\"Loss\", \"Validation Loss\"])\n",
        "\n",
        "plt.figure()\n",
        "plt.show()\n"
      ],
      "execution_count": 14,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 432x288 with 0 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    }
  ]
}